Mcp Gitlab
MCP server for using the GitLab API
AWS, GCP, Azure, Docker, Kubernetes - MCP servers for managing cloud resources from your AI assistant.
MCPpedia tracks 2,442 cloud and DevOps MCP servers. 516 of them score at least 50 out of 100, and 266 clear 70 - about 11% of what has been published in this space. The remaining 1,926 are thinner: registry entries with no description, no published tool schema, or no commit in the last year. They are all still listed here, because knowing a server exists and is unmaintained is worth as much as knowing a good one exists.
MCP GitLab leads the list at 96/100. io.github.ruvnet/flow-nexus (94) and io.github.firebase/firebase-mcp (94) follow. Every score is the same five weighted inputs: security (CVE scanning, tool-poisoning detection, and whether the server authenticates at all), maintenance (commit recency, release cadence, and download trend), documentation, client compatibility, and token efficiency - how much of your context window the tool definitions consume before you have asked anything.
38 of these servers are published by the vendor behind the underlying API rather than by a third party, which is usually the difference between an integration that tracks upstream changes and one that quietly stops working. 1 currently carry an open CVE; those are flagged on the server's own page with the advisory and its severity.
Also see: Best Cloud servers, Best DevOps servers, Developers, Data Engineering, Productivity
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MCP server for using the GitLab API
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